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JMP: Principal Components Analysis

Faculty:
- Lauren Burns

Statistics Videos

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Absolute Max and Min on an Interval

Total Running Time: 10:38

graphic interpretation, solve with calculus

Absolute Max and Min on an Interval

Adding Fractions

Total Running Time: 08:01

Adding Fractions

Algebraic Limits and Continuity

Total Running Time: 10:04

0/0, calculus for business

Algebraic Limits and Continuity

Anatomy of a Chart

Total Running Time: 01:50

Axis, Axis Labels, Chart Anatomy, Chart Types, Data visualization, Gridlines

Anatomy of a Chart

ANCOVA

Total Running Time: 05:53

ANCOVA

ANOVA

Total Running Time: 11:05

ANOVA

Antidifferentiation – Indefinite Integral

Total Running Time: 18:46

antiderivative, exponential and logarithmic functions, negative and rational exponents

Antidifferentiation – Indefinite Integral

Applications of Linear Functions

Total Running Time: 21:56

average cost, cost, linear depreciation, market equilibrium, profit, Revenue, supply and demand

Applications of Linear Functions

Applications of Quadratic Functions

Total Running Time: 14:18

break even analysis, graphing, market equilibrium, profit functions, revenue functions, supply and demand functions

Applications of Quadratic Functions

Applications of the First Derivative

Total Running Time: 22:12

increasing and decreasing graphical, relative extrema, relative minimum and maximum

Applications of the First Derivative

Applications of the Second Derivative

Total Running Time: 24:43

concavity, inflection points

Applications of the Second Derivative

Area and Definite Integrals

Total Running Time: 17:58

fundamental theorem of calculus

Area and Definite Integrals

Area Between Curves

Total Running Time: 17:51

average value over an interval, endpoints of integration, graphic understanding

Area Between Curves

Asymptotes

Total Running Time: 13:45

limits at infinity, vertical and horizontal asymptotes

Asymptotes

Average Rates of Change

Total Running Time: 07:49

algebraic example, graphic example

Average Rates of Change

Basic Matrix Operations

Total Running Time: 12:41

adding and subtracting matrices, dimension of a matrix, entries of a matrix, identifying entries, scalar multiplication, special matrices

Basic Matrix Operations

Baye’s Rule

Total Running Time: 34:16

calculate, interpret, multiplicative rule, probability, tree diagram

Baye’s Rule

Baye’s Rule

Total Running Time: 05:30

Baye's rule, conditional probability

Baye’s Rule

Binomial Distribution

Total Running Time: 04:31

Binomial Distribution, Binomial Probability, Binomial Table, Mean Deviation, standard deviation

Binomial Distribution

Categorical Variables in Regression

Total Running Time: 08:35

Categorical Variables in Regression

Chain Rule

Total Running Time: 14:50

negative exponents, rational exponents

Chain Rule

Commonly Used Confidence Intervals

Total Running Time: 15:36

Common Confidence Levels, Confidence Intervals, One Sided Confidence Intervals, Two Sided Confidence Intervals

Commonly Used Confidence Intervals

Comparing Two Population Means PT1

Total Running Time: 11:41

confidence interval, Hypothesis Testing, Independent Sampling, Population Mean, Z-Statistic

Comparing Two Population Means PT1

Comparing Two Population Means PT2

Total Running Time: 09:26

confidence interval, Hypothesis Testing, Independent Sampling, Population Mean, Z-Statistic

Comparing Two Population Means PT2

Comparing Two Population Proportions PT1

Total Running Time: 11:11

Confidence Intervals, Hypothesis Testing, Population Proportion, Tests of Significance, Z-Statistic

Comparing Two Population Proportions PT1

Comparing Two Population Proportions PT2

Total Running Time: 10:14

Confidence Intervals, Hypothesis Testing, Population Proportion, Tests of Significance, Z-Statistic

Comparing Two Population Proportions PT2

Conditional Probability and Independent Events

Total Running Time: 05:19

conditional probability, Conditional Probability Formula, independent events, probability

Conditional Probability and Independent Events

Confidence Intervals for Proportions

Total Running Time: 19:50

assumptions and conditions, certainty versus precision, choosing sample size, margin of error

Confidence Intervals for Proportions

Confidence Intervals for Proportions

Total Running Time: 09:24

Confidence Level

Confidence Intervals for Proportions

Confidence Intervals for the Mean (t-Statistic)

Total Running Time: 12:01

confidence interval, Inferential Methods, Population Mean, T-statistic, Target Parameters, Validity Assumptions

Confidence Intervals for the Mean (t-Statistic)

Confidence Intervals for the Mean (z-Statistic) PT1

Total Running Time: 13:35

confidence interval, Interval Estimator, Point Estimator, Population Mean, Z-Statistic

Confidence Intervals for the Mean (z-Statistic) PT1

Confidence Intervals for the Mean (z-Statistic) PT2

Total Running Time: 14:16

confidence interval, Interval Estimator, Point Estimator, Population Mean, Z-Statistic

Confidence Intervals for the Mean (z-Statistic) PT2

Confidence Intervals for the Population Proportion

Total Running Time: 14:11

categorical variables, confidence interval, Population Proportion, Probability Calculations, Z-Statistic

Confidence Intervals for the Population Proportion

Consumer and Producer Surplus

Total Running Time: 22:24

market equilibrium

Consumer and Producer Surplus

Converting Decimals & Fractions to Percent

Total Running Time: 08:14

Converting Decimals & Fractions to Percent

Correlation

Total Running Time: 14:00

Correlation, Linear Correlation Coefficient, r, StatCrunch

Correlation

Correlation

Total Running Time: 08:56

lurking variables, scatterplots

Correlation

Correlation and Linear Regression

Total Running Time: 27:04

conditions and properties of correlation, correlation tables, f test, lurking variables and causation, r squared, residuals, scatterplots, variation

Correlation and Linear Regression

Creating a Modern Resume

Total Running Time: 09:07

Interactive Resume, Modern Resume, resume, Tableau Resume

Creating a Modern Resume

Creating a Visualization Portfolio

Total Running Time: 11:20

Hiring, interviewing, personal brand, Portfolio

Creating a Visualization Portfolio

Creating Control Charts – c-chart and p-chart

Total Running Time: 05:21

Creating Control Charts – c-chart and p-chart

Creating Control Charts – x bar and R

Total Running Time: 08:26

Creating Control Charts – x bar and R

Dashboard Visual Display

Total Running Time: 05:30

Dashboard, Data visualization, Stephen Few

Dashboard Visual Display

Data

Total Running Time: 08:38

categorical variables, Nominal Variables, Quantitative Variables, W's of data

Data

Data Art

Total Running Time: 04:01

Dashboard, Data art, Data visualization, Infographic

Data Art

Data Quality

Discover how data quality is used in conjunction with data visualization in enterprise organizations. Watch Now

Total Running Time: 09:01

Alert Fatigue, Control Charts, Cycle Plots, Data Quality, Ethos, Heatmaps, Logos, Pathos

Data Quality

Data Visualization Best Practices

Summarize and demonstrate data visualization best practices. Watch Now

Total Running Time: 13:08

Data visualization

Data Visualization Best Practices

Data Visualization History

Total Running Time: 06:50

charts, Data history, Data visualization

Data Visualization History

Derivative of Logarithmic Functions

Total Running Time: 11:47

derivative of log's, rule of log's

Derivative of Logarithmic Functions

Differentiation Techniques – Easy Way

Total Running Time: 22:54

derivatives of constants, negative exponents, power rule, rational exponents

Differentiation Techniques – Easy Way

Differentiation Using Difference Quotient

Total Running Time: 21:13

derivative definition, finding derivative, finding equations of tangent lines, slope of tangent line

Differentiation Using Difference Quotient

Displaying and Describing Categorical Data

Total Running Time: 15:04

Bar Charts, Categorical Data, conditional distribution, Contingency Table, Frequency Table, independent variables, marginal distribution, Pie Charts

Displaying and Describing Categorical Data

Displaying and Describing Quantitative Data

Total Running Time: 25:19

boxplots, center, comparing standard deviation, five number summary, identifying outliers, interpreting skewness statistic, mean, median, mode, reading histogram, shape, spread of distribution, standardizing, variance, z score

Displaying and Describing Quantitative Data

Displaying Describing Quantitative Data PT1

Total Running Time: 06:21

histogram, outliers, Shape of Distribution, skewed, symmetric

Displaying Describing Quantitative Data PT1

Displaying Describing Quantitative Data PT2

Total Running Time: 24:36

5 Number Summary, mean, median, mode, outliers, range, standard deviation, Standardized Value, z score

Displaying Describing Quantitative Data PT2

Effective Use of Color

Total Running Time: 10:30

Color, Color schemes, Data visualization, design

Effective Use of Color

Elasticity of Demand

Total Running Time: 18:27

elastic and inelastic products, maximizing revenue

Elasticity of Demand

Equations of Lines

Total Running Time: 22:59

finding slope, parallel and perpendicular

Equations of Lines

Expected Value

Total Running Time: 13:22

Discrete Random Variables, expected value, random variables, standard deviation

Expected Value

Exploratory Factor Analysis

Total Running Time: 18:38

Exploratory Factor Analysis

Exploratory vs. Explanatory

Total Running Time: 07:50

call to action, explanatory, Exploratory, Storytelling

Exploratory vs. Explanatory

Exponential Functions

Total Running Time: 15:50

derivative of exponentials, product rule

Exponential Functions

Exponential Functions and Application of Exponential Functions

Total Running Time: 16:33

Euler's number, graphing

Exponential Functions and Application of Exponential Functions

Exponents

Total Running Time: 09:19

Exponents

Exponents and Radicals

Total Running Time: 16:14

properties of exponents, radicals and rational exponents

Exponents and Radicals

Factorial Anova

Total Running Time: 06:17

Factorial Anova

Factoring

Total Running Time: 22:52

GCF, greatest common factor, trinomials

Factoring

Finding Domain and Range

Total Running Time: 16:47

algebraic approach, graphical approach, interval notation

Finding Domain and Range

First Degree Equations

Total Running Time: 21:29

solving linear equations, solving rational equations

First Degree Equations

Five-Number Summary and Boxplots

Total Running Time: 13:26

boxplots, five number summary, interquartile range, IRQ, ordered data set, quartiles

Five-Number Summary and Boxplots

Fractions

Total Running Time: 07:31

Fractions

Functions

Total Running Time: 29:35

difference quotient, finding domain, functional notation

Functions

Functions and Models

Total Running Time: 12:43

difference quotient, graphing, vertical line test

Functions and Models

Fundamental Chart Types Part 1

Total Running Time: 08:00

Area Chart, Bar Chart, Big Numbers, Chart Types, Column Chart, Data visualization, Line Chart, Sparklines

Fundamental Chart Types Part 1

Fundamental Chart Types Part 2

Total Running Time: 08:20

Bubble Chart, Bubble Map, Choropleth Map, Comparison, Donut Chart, Hex Map, Part-to-Whole, pie chart, Scatterplot, Spatial, Square Chart, Square Map

Fundamental Chart Types Part 2

Fundamental Chart Types Part 3

Total Running Time: 09:47

Box-and-Whisker, Bump Chart, Chord Diagram, Dot Plot, Jitter Plot, Marimekko Chart, Network Diagram, Sankey Diagram, Slope Chart, Streamgraph, Strip Plot, Sunburst Chart, Tree Map, Trellis

Fundamental Chart Types Part 3

Future Value of Ordinary Annuities

Total Running Time: 21:54

calculating interest, ordinary annuity, solving for r, solving for s, the formula

Future Value of Ordinary Annuities

Gestalt Principles

Total Running Time: 06:56

Dashboard Design, Data visualization, Gestalt Principles, Visual Perception

Gestalt Principles

Graphical Methods of Describing Data

Total Running Time: 18:36

bimodal, charts, distributions, graphs, outliers, skewed, symmetric

Graphical Methods of Describing Data

Graphs

Total Running Time: 22:06

finding real solutions to polynomials, linear equations in standard form, polynomial and rational equations, reading graphs

Graphs

Higher Order Derivatives

Total Running Time: 09:01

first and second derivative, notation

Higher Order Derivatives

How NOT to Mislead Others with Charts and Data

Recognize common pitfalls of charts and data. Explain how to overcome these challenges. Watch Now

Total Running Time: 06:29

Cumulative Graphs, Lying with Data, Mislabeled Values, Misleading Charts, Truncated Axis

How NOT to Mislead Others with Charts and Data

How We See: Pre-attentive Attributes

Total Running Time: 06:27

Data design, Data visualization, Visual cognition

How We See: Pre-attentive Attributes

Iconography

Total Running Time: 03:25

Dashboard Design, Data visualization, Iconography, Icons

Iconography

Infographics

Total Running Time: 05:28

Data visualization, Infographic

Infographics

Integration Techniques – U Substitution

Total Running Time: 26:21

four cases

Integration Techniques – U Substitution

Interaction Terms in Regression

Total Running Time: 09:14

Interaction Terms in Regression

Interval Notation

Total Running Time: 05:07

Interval Notation

Introduction

Total Running Time: 01:58

how to succeed

Introduction

JMP: Interaction Terms in Regression

Total Running Time: 16:11

JMP: Interaction Terms in Regression

JMP: Anova

Total Running Time: 12:17

JMP: Anova

JMP: Categorical Variables

Total Running Time: 07:28

JMP: Categorical Variables

JMP: Fun with Graphics!

Total Running Time: 08:17

JMP: Fun with Graphics!

JMP: Logistic Regression

Total Running Time: 06:51

JMP: Logistic Regression

JMP: Principal Components Analysis

Total Running Time: 06:53

JMP: Principal Components Analysis

JMP: Regression

Total Running Time: 09:13

JMP: Regression

JMP: Regression Diagnostics

Total Running Time: 07:52

JMP: Regression Diagnostics

JMP: Repeated Measures

Total Running Time: 07:55

JMP: Repeated Measures

JMP: Variable Selection

Total Running Time: 11:19

JMP: Variable Selection

JMP: Variable Transformations

Total Running Time: 07:11

JMP: Variable Transformations

Joint and Conditional Probability

Total Running Time: 21:29

contignecy, dependent, event, frequencies, independent, table, unconditional, variable

Joint and Conditional Probability

Layout and Flow

Total Running Time: 04:58

Eye Tracking, F-Pattern, flow, Grid Layout, layout, Z-Pattern

Layout and Flow

Lessons from Stephen Few

Total Running Time: 05:21

Dashboard, Dashboard Design, Data visualization

Lessons from Stephen Few

Limits: A Numerical and Graphical Approach

Total Running Time: 11:19

Limits from the Left and Right, Value of a Function

Limits: A Numerical and Graphical Approach

Linear Inequalities

Total Running Time: 17:55

absolute value, dividing by a negative, graph, interval notation, solve

Linear Inequalities

Linear Regression

Total Running Time: 16:09

Explanatory Variable, residuals, Response Variable, standardized residuals

Linear Regression

Loan Amortization and Present Value of Ordinary Annuities

Total Running Time: 17:17

calculating interest, solving for P, solving for r

Loan Amortization and Present Value of Ordinary Annuities

Logarithmic Functions

Total Running Time: 15:19

natural logarithm, properties of Log's, simplifying Log's

Logarithmic Functions

Logistic Regression

Total Running Time: 13:32

Logistic Regression

Looking at Relationships and Scatterplots

Total Running Time: 07:23

Bivariate Data, Dependent Variable, Explanatory Variable, Predictor Variable, Response Variable, Scatter Plot

Looking at Relationships and Scatterplots

Manipulating Formulas

Total Running Time: 10:37

Manipulating Formulas

Margin of Error and Sample Size

Total Running Time: 14:29

confidence interval, Confidence Level, critical values

Margin of Error and Sample Size

Marginal Functions

Total Running Time: 08:00

marginal cost, marginal profit, Revenue

Marginal Functions

Matrix Products Identities and Inverses

Total Running Time: 17:50

additive identities, additive inverses, dimensions of matrix multiplication, multiplicative identities, multiplicative inverses

Matrix Products Identities and Inverses

Max and Min Business Applications

Total Running Time: 10:16

cost, linear profit, maximum profit, Revenue, revenue function

Max and Min Business Applications

Measures of Relative Standing

Total Running Time: 07:25

percentiles, raw data, relative standing, z-scores

Measures of Relative Standing

Model Diagnostics and Accuracy

Total Running Time: 08:37

Model Diagnostics and Accuracy

Multinomial Logistic Regression

Total Running Time: 08:10

Multinomial Logistic Regression

Multiple Regression

Total Running Time: 31:32

assumptions, coefficient, estimation, extrapolation pitfall, linear regression model, model, multicollinearity, prediction, significance, test

Multiple Regression

Multiple Regression

Total Running Time: 16:37

adjusted r squared, assumptions and conditions, f statistic, interpreting coefficients

Multiple Regression

Multiple Regression

Total Running Time: 12:32

Multiple Regression, multiple regression coefficient, multiple regression model

Multiple Regression

Multiple Regression Practice

Total Running Time: 37:02

assumptions, coefficient, estimation, extrapolation pitfall, linear regression model, model, multicollinearity, prediction, significance, test

Multiple Regression Practice

Multiplying and Dividing Fractions

Total Running Time: 06:24

Multiplying and Dividing Fractions

Mutually Exclusive Events and the Additive Rule

Total Running Time: 04:39

Additive Rule, Mutually Exclusive Events, probability

Mutually Exclusive Events and the Additive Rule

Nonlinear Functions and Models

Total Running Time: 20:03

market equilibrium, parabolas, quadratic equations, quadratic formula, radicals, rational exponents, vertex, x intercepts, y intercepts

Nonlinear Functions and Models

Normal Approximation of a Binomial Distribution

Total Running Time: 06:12

Binomial Distribution, Continuous Distribution, Discrete Distribution, Normal Approximation

Normal Approximation of a Binomial Distribution

Normal Distribution

Total Running Time: 08:49

Bell-Shaped, mean, normal distribution, Normal Table, standard deviation, Symmetrical

Normal Distribution

Normal Distribution

Total Running Time: 16:42

empirical rule, Standard Distribution

Normal Distribution

Numerical Measures of Central Tendency

Total Running Time: 06:57

mean, median, mode, Numerical Measures, Skewness

Numerical Measures of Central Tendency

Numerical Measures of Variability

Total Running Time: 07:49

range, standard deviation, variance

Numerical Measures of Variability

Order of Operations

Total Running Time: 08:13

Order of Operations

Polynomial Inequalities

Total Running Time: 19:08

graph, interval notation, solve

Polynomial Inequalities

Polynomials

Total Running Time: 17:14

add and subtract, binomial, cost, descending order, monomial, profit, Revenue, trinomial

Polynomials

Post Hoc Tests

Total Running Time: 08:09

Post Hoc Tests

Probability-Events and Sample Spaces

Total Running Time: 09:48

classical probability, compound event, empirical probability, experiment, probability experiment, sample point, sample space, simple event

Probability-Events and Sample Spaces

Product and Quotient Rule

Total Running Time: 26:30

average cost, product rule, quotient rule

Product and Quotient Rule

Proportions

Total Running Time: 04:32

Proportions

Quadratic Equations

Total Running Time: 31:25

factoring, quadratic formula, zero factor property

Quadratic Equations

Quadratic Functions

Total Running Time: 22:26

axis of symmetry, graph of parabola, graphing, intercepts, max and min vertex

Quadratic Functions

Rational Expressions

Total Running Time: 14:10

divide expressions, multiply expressions, simplify expressions in lowest terms

Rational Expressions

Rational Expressions

Total Running Time: 14:10

divide expressions, multiply expressions, simplify expressions in lowest terms

Rational Expressions

Rational Functions

Total Running Time: 15:11

f infinity, graphing, horizontal and vertical asymptotes, understanding asymptotes

Rational Functions

Ratios

Total Running Time: 03:10

Ratios

Real Numbers

Total Running Time: 16:50

absolute value, graphing inequalities on number line, interval notation, order of operations

Real Numbers

Repeated Measures Designs

Total Running Time: 05:47

Repeated Measures Designs

Review of Inference Confidence Intervals

Total Running Time: 28:25

interval, known, margin of error, population, proportions, sample size, unknown

Review of Inference Confidence Intervals

Review of Inference Hypothesis Tests

Total Running Time: 30:06

alternative, error, known, mean, null, parameter, population, proportion, significant, unknown

Review of Inference Hypothesis Tests

Review of Probability Rules and Definitions

Total Running Time: 21:36

compound event, event, joint, random experiment, rule, sample space

Review of Probability Rules and Definitions

Review of Simple Regression

Total Running Time: 27:40

calculate, coefficient of determination, estimate, interpret, linear regression model, model assumption, predict, residuals, sample correlation coefficient, slope, standard deviation

Review of Simple Regression

Rounding and Converting Fractions & Decimals

Total Running Time: 07:46

Rounding and Converting Fractions & Decimals

Rule of 72 and Compound Interest

Total Running Time: 30:37

effective interest rate, solving for time

Rule of 72 and Compound Interest

Sample Size Determination

Total Running Time: 15:09

margin of error, Population Mean, Population Proportion, sample size

Sample Size Determination

Sampling Distribution

Total Running Time: 22:29

assumptions and conditions, central limit theorem, distribution of sample proportions, effect of sample size, sampling distribution of the mean

Sampling Distribution

Sampling Distribution of Mean

Total Running Time: 12:32

central limit theorem, Sampling Distribution, sampling distribution of the mean, Variance of the Sampling Distribution of the Mean

Sampling Distribution of Mean

Sampling Distribution of the Mean

Total Running Time: 06:11

central limit theorem, Sampling Distribution, sampling distribution of the mean, Variance of the Sampling Distribution of the Mean

Sampling Distribution of the Mean

Simple Regression Practice

Total Running Time: 23:28

coefficient of determination, correlation coefficient, estimation, linear regression model, model assumptions, prediction, standard deviation of the residuals

Simple Regression Practice

Slope and Linear Functions

Total Running Time: 17:09

finding equations of lines, vertical and horizontal lines

Slope and Linear Functions

Solving Complex Linear Equations

Total Running Time: 09:43

Solving Complex Linear Equations

Solving Exponential Equations

Total Running Time: 20:05

cannot make bases the same, solving with e, solving with same base

Solving Exponential Equations

Solving Linear Equations

Total Running Time: 06:03

Solving Linear Equations

Solving Percent Equations for the Base

Total Running Time: 06:23

Solving Percent Equations for the Base

Solving Percent Equations for the Part

Total Running Time: 07:45

Solving Percent Equations for the Part

Solving Percent Equations for the Rate

Total Running Time: 04:58

Solving Percent Equations for the Rate

Solving Percent Equations: Increase & Decrease

Total Running Time: 05:14

Solving Percent Equations: Increase & Decrease

Solving Systems of Equations with Matrices

Total Running Time: 14:35

coefficient matrix

Solving Systems of Equations with Matrices

Subtracting Fractions

Total Running Time: 06:19

Subtracting Fractions

Surveys & Sampling

Total Running Time: 18:58

Bias, parameter, population, randomization, sample, Statistic, valid survey

Surveys & Sampling

Test of Significance Introduction

Total Running Time: 16:52

alternative hypothesis, Inferential Methods, null hypothesis, Population Parameter, Statistical Hypothesis Testing

Test of Significance Introduction

Testing Hypotheses

Total Running Time: 22:52

alpha levels and significance, alternative hypothesis, critical values, null hypothesis, p values, type one and two error

Testing Hypotheses

Testing Hypothesis About Proportions PT1

Total Running Time: 14:17

alternative hypothesis, null hypothesis, One Tail Test, two tailed test, Type I Error, Type II Error

Testing Hypothesis About Proportions PT1

Testing Hypothesis About Proportions PT2

Total Running Time: 15:51

Alpha, Alternate Hypothesis, critical values, Fail to Reject, Key Values, null hypothesis, Reject

Testing Hypothesis About Proportions PT2

Tests of Significance for the Population Mean (t-Statistic)

Total Running Time: 14:13

Confidence Interval Approach, Hypothesis Testing, T-statistic, Test of Significance, Validity Assumptions

Tests of Significance for the Population Mean (t-Statistic)

Tests of Significance for the Population Mean (z-Statistic) PT1

Total Running Time: 17:24

Confidence Interval Approach, Hypothesis Testing, Population Mean, Z-Statistic

Tests of Significance for the Population Mean (z-Statistic) PT1

Tests of Significance for the Population Mean (z-Statistic) PT2

Total Running Time: 16:01

Confidence Interval Approach, Hypothesis Testing, Population Mean, Z-Statistic

Tests of Significance for the Population Mean (z-Statistic) PT2

Tests of Significance for the Population Proportion (z-Statistic) PT1

Total Running Time: 10:56

Confidence Interval Approach, Hypothesis Testing, Population Proportion, Z-Statistic

Tests of Significance for the Population Proportion (z-Statistic) PT1

Tests of Significance for the Population Proportion (z-Statistic) PT2

Total Running Time: 10:39

Confidence Interval Approach, Hypothesis Testing, Population Proportion, Z-Statistic

Tests of Significance for the Population Proportion (z-Statistic) PT2

The Data Visualization Design Process

Total Running Time: 08:43

Dashboard Design, design, Inspiration, Mockups, Mood Boards, Storyboarding, Style Guides, Wireframes

The Data Visualization Design Process

The Empirical Rule

Total Running Time: 02:55

empirical rule, Frequency of Observations, Mound Shaped, Normal Data

The Empirical Rule

The Multiplication Rule

Total Running Time: 07:00

dependant events, independent events, multiplication rule

The Multiplication Rule

The Psychology of Data Visualization

Define System 1 and System 2 processing. Describe common intersections of psychology and data visualization. Watch Now

Total Running Time: 08:58

Cognitive Bias, Ethos, Logos, Pathos, Psychology of Data Visualization, System 1 Thinking, System 2 Thinking

The Psychology of Data Visualization

Translating Words to Algebraic Equations and Solving

Total Running Time: 05:01

Translating Words to Algebraic Equations and Solving

Translating Words to Algebraic Expressions

Total Running Time: 05:31

Translating Words to Algebraic Expressions

Two Sample Design: Comparing Two Means and Two Proportions

Total Running Time: 26:34

confidence interval, hypothesis test, independent samples, population means, population proportions

Two Sample Design: Comparing Two Means and Two Proportions

Types of Data

Total Running Time: 02:58

categorical, data, Different Types of Data, Numerical, qualitative, quantitative

Types of Data

Types of Random Variables

Total Running Time: 09:06

continuous random variable, discrete random variable, expected value, probability distribution, standard deviation

Types of Random Variables

Typography and Fonts

Total Running Time: 07:55

Custom Titles, Font, Fonts, typography

Typography and Fonts

Understanding Residuals

Total Running Time: 10:48

examining residuals for groups, extrapolation and prediction, summary values, unusual and extraordinary observations

Understanding Residuals

Understanding Residuals

Total Running Time: 08:36

high-leverage point, large residuals, residuals, residuals for groups

Understanding Residuals

Unicode Characters

Total Running Time: 02:42

Arrows, Text Trend, Unicode Characters

Unicode Characters

Unions, Intersections, Complementary Events

Total Running Time: 04:54

Complementary Events, Intersections, Outcomes, probabilities, sample space, Unions

Unions, Intersections, Complementary Events

User Experience and Design

Distinguish common user experience and user design techniques. Apply common user experience and design techniques to the development of dashboards and data viz. Watch Now

Total Running Time: 05:05

collaboration, Color, Fonts, Grids, Interactivity, Iterate, User Design, user experience

User Experience and Design

Variable Selection Methods

Total Running Time: 06:51

Variable Selection Methods

Variable Transformations in Regression

Total Running Time: 06:09

Variable Transformations in Regression

What is Data Visualization and Why Do We Use It?

Total Running Time: 04:57

Data visualization

What is Data Visualization and Why Do We Use It?

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JMP: Principal Components Analysis

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